시뮬 데이터 정리중

Author

SEOYEON CHOI

Published

January 28, 2024

Model FiveVTS Chickenpox Pedalme Wikimath Windmillsmall MontevideoBus
Max iter. 30 30 30 30 30 30
Epochs 50 50 50 50 50 50
Lags 2 4 4 8 8 4
Interpolation linear linear nearest linear linear nearest
Filters
GConvGRU 12 16 12 12 12 12
GConvLSTM 12 32 2 64 16 12
GCLSTM 4 16 4 64 16 12
LRGCN 4 8 8 32 12 2
DyGrEncoder 12 12 12 12 12 12
EvolveGCNH No need No need No need No need No need No need
EvolveGCNO No need No need No need No need No need No need
TGCN 12 12 12 12 12 8
DCRNN 2 16 8 12 4 12

wikimath

# pd.concat([pd.read_csv('./simulation_results/2024-02-25_12-06-35.csv').assign(model='GConvGRU'),
#           pd.read_csv('./simulation_results/2024-03-04_04-25-27.csv').assign(model='GConvLSTM'),
#           pd.read_csv('./simulation_results/2024-03-04_21-32-09.csv').assign(model='GCLSTM'),
#           pd.read_csv('./simulation_results/2024-03-05_06-22-00.csv').assign(model='LRGCN'),
#           pd.read_csv('./simulation_results/2024-03-04_03-27-33.csv').assign(model='DyGrEncoder'),
#           pd.read_csv('./simulation_results/2024-03-04_15-24-07.csv').assign(model='EvolveGCNH'),
#           pd.read_csv('./simulation_results/2024-03-06_11-25-11.csv').assign(model='EvolveGCNO'),
#           pd.read_csv('./simulation_results/2024-03-07_09-44-51.csv').assign(model='TGCN'),
#           pd.read_csv('./simulation_results/2024-03-05_08-53-09.csv').assign(model='DCRNN'),
#           ]).iloc[:,1:].assign(dataset='wikimath').to_csv('wikimath_block_2024.csv')

monte_GCLSTM(0.3,0.5,0.7,0.8)

# pd.concat([pd.read_csv('./simulation_results/2024-02-25_08-09-31.csv'), # 0.3
#            pd.read_csv('./simulation_results/2024-02-25_20-39-38.csv'), # 0.5
#            pd.read_csv('./simulation_results/2024-02-26_09-39-26.csv'), # 0.7
#            pd.read_csv('./simulation_results/2024-02-26_19-27-03.csv'), # 0.8
#           ]).assign(model='GCLSTM').to_csv('./GCLSTM_monte_linear.csv')

block

LRGCN

# pd.concat([pd.read_csv('./simulation_results/2024-02-24_17-12-48.csv'), # 1
#            pd.read_csv('./simulation_results/2024-02-25_13-17-08.csv'), # 2
#            pd.read_csv('./simulation_results/2024-02-26_09-24-46.csv'), # 3
#            pd.read_csv('./simulation_results/2024-02-27_01-40-11.csv'), # 4
#            pd.read_csv('./simulation_results/2024-02-29_08-11-48.csv'), # 5
#            pd.read_csv('./simulation_results/2024-02-29_23-24-00.csv'), # 6
#            pd.read_csv('./simulation_results/2024-03-01_14-20-41.csv'), # 7
#            pd.read_csv('./simulation_results/2024-03-02_05-31-34.csv'), # 8
#            pd.read_csv('./simulation_results/2024-03-02_20-20-07.csv'), # 9
#            pd.read_csv('./simulation_results/2024-03-03_11-18-32.csv'), # 10
#            pd.read_csv('./simulation_results/2024-03-04_01-27-12.csv'), # 11
#            pd.read_csv('./simulation_results/2024-03-04_13-12-25.csv'), # 12
#            pd.read_csv('./simulation_results/2024-03-05_00-18-50.csv'), # 13
#            pd.read_csv('./simulation_results/2024-03-05_10-30-53.csv'), # 14
#            pd.read_csv('./simulation_results/2024-03-05_11-20-25.csv'), # 15
#            pd.read_csv('./simulation_results/2024-03-06_07-09-45.csv'), # 16
#            pd.read_csv('./simulation_results/2024-03-06_19-37-46.csv'), # 17
#            pd.read_csv('./simulation_results/2024-03-07_08-43-01.csv'), # 18
#            pd.read_csv('./simulation_results/2024-03-07_21-55-25.csv'), # 19
#            pd.read_csv('./simulation_results/2024-03-08_16-32-06.csv'), # 20
#            pd.read_csv('./simulation_results/2024-03-09_05-37-54.csv'), # 21
#            pd.read_csv('./simulation_results/2024-03-09_18-51-44.csv'), # 22
#            pd.read_csv('./simulation_results/2024-03-10_08-07-06.csv'), # 23
#            pd.read_csv('./simulation_results/2024-03-10_21-36-56.csv'), # 24
#            pd.read_csv('./simulation_results/2024-03-11_11-06-11.csv'), # 25
#            pd.read_csv('./simulation_results/2024-03-12_00-29-16.csv'), # 26
#            pd.read_csv('./simulation_results/2024-03-12_14-03-31.csv'), # 27
#            pd.read_csv('./simulation_results/2024-03-13_03-29-05.csv'), # 28
#            pd.read_csv('./simulation_results/2024-03-13_15-00-58.csv'), # 29
#            pd.read_csv('./simulation_results/2024-03-14_02-08-48.csv'), # 30
#           ]).assign(model='LRGCN').iloc[:,1:].assign(dataset='windmillsmall').to_csv('LRGCN_block_windmillsmall.csv')

GCLSTM

# pd.concat([pd.read_csv('./simulation_results/2024-02-25_01-56-18.csv'), # 1
#            pd.read_csv('./simulation_results/2024-02-25_21-45-51.csv'), # 2
#            pd.read_csv('./simulation_results/2024-02-26_16-26-55.csv'), # 3
#            pd.read_csv('./simulation_results/2024-02-27_07-25-35.csv'), # 4
#            pd.read_csv('./simulation_results/2024-02-29_07-57-46.csv'), # 5
#            pd.read_csv('./simulation_results/2024-02-29_22-33-16.csv'), # 6
#            pd.read_csv('./simulation_results/2024-03-01_13-11-27.csv'), # 7
#            pd.read_csv('./simulation_results/2024-03-02_03-46-31.csv'), # 8
#            pd.read_csv('./simulation_results/2024-03-02_18-06-47.csv'), # 9
#            pd.read_csv('./simulation_results/2024-03-03_08-23-50.csv'), # 10
#            pd.read_csv('./simulation_results/2024-03-03_22-37-18.csv'), # 11
#            pd.read_csv('./simulation_results/2024-03-04_10-31-53.csv'), # 12
#            pd.read_csv('./simulation_results/2024-03-04_21-17-46.csv'), # 13
#            pd.read_csv('./simulation_results/2024-03-05_09-39-49.csv'), # 14
#            pd.read_csv('./simulation_results/2024-03-06_14-07-10.csv'), # 15
#            pd.read_csv('./simulation_results/2024-03-07_01-57-28.csv'), # 16
#            pd.read_csv('./simulation_results/2024-03-08_03-34-59.csv'), # 17
#            pd.read_csv('./simulation_results/2024-03-08_20-00-11.csv'), # 18
#            pd.read_csv('./simulation_results/2024-03-09_08-17-39.csv'), # 19
#            pd.read_csv('./simulation_results/2024-03-09_20-19-39.csv'), # 20
#            pd.read_csv('./simulation_results/2024-03-10_08-25-07.csv'), # 21
#            pd.read_csv('./simulation_results/2024-03-10_20-34-35.csv'), # 22
#            pd.read_csv('./simulation_results/2024-03-11_08-47-02.csv'), # 23
#            pd.read_csv('./simulation_results/2024-03-11_21-08-05.csv'), # 24
#            pd.read_csv('./simulation_results/2024-03-12_09-08-18.csv'), # 25
#            pd.read_csv('./simulation_results/2024-03-12_21-26-10.csv'), # 26
#            pd.read_csv('./simulation_results/2024-03-13_09-03-20.csv'), # 27
#            pd.read_csv('./simulation_results/2024-03-13_19-13-30.csv'), # 28
#            pd.read_csv('./simulation_results/2024-03-14_05-40-23.csv'), # 29
#            pd.read_csv('./simulation_results/2024-03-16_11-17-42.csv'), # 30
#           ]).assign(model='GCLSTM').iloc[:,1:].assign(dataset='windmillsmall').to_csv('GCLSTM_block_windmillsmall.csv')

GConvGRU

# pd.concat([pd.read_csv('./simulation_results/windmillsmall_block_186_GConcGRU.csv').iloc[:,1:-1], # 1 ~ 14
#            pd.read_csv('./simulation_results/2024-03-06_09-57-41.csv'), # 15
#            pd.read_csv('./simulation_results/2024-03-06_23-23-04.csv'), # 16
#            pd.read_csv('./simulation_results/2024-03-07_13-14-28.csv'), # 17
#            pd.read_csv('./simulation_results/2024-03-08_05-30-38.csv'), # 18
#            pd.read_csv('./simulation_results/2024-03-08_22-39-57.csv'), # 19
#            pd.read_csv('./simulation_results/2024-03-09_13-00-53.csv'), # 20
#            pd.read_csv('./simulation_results/2024-03-10_03-39-13.csv'), # 21
#            pd.read_csv('./simulation_results/2024-03-10_18-13-23.csv'), # 22
#            pd.read_csv('./simulation_results/2024-03-11_08-35-25.csv'), # 23
#            pd.read_csv('./simulation_results/2024-03-11_22-52-22.csv'), # 24
#            pd.read_csv('./simulation_results/2024-03-12_13-24-38.csv'), # 25
#            pd.read_csv('./simulation_results/2024-03-13_03-57-13.csv'), # 26
#            pd.read_csv('./simulation_results/2024-03-13_16-30-36.csv'), # 27
#            pd.read_csv('./simulation_results/2024-03-14_04-59-42.csv'), # 28
#            pd.read_csv('./simulation_results/2024-03-14_13-42-47.csv'), # 29
#            pd.read_csv('./simulation_results/2024-03-14_21-51-17.csv'), # 30
#           ]).assign(model = 'GConvGRU').iloc[:,1:].assign(dataset='windmillsmall').to_csv('GConvGRU_block_windmillsmall.csv')

DCRNN

# pd.concat([pd.read_csv('./simulation_results/windmillsmall_block_186_DCRNN.csv').iloc[:,1:-1], # 1 ~ 17
#            pd.read_csv('./simulation_results/2024-03-07_01-11-41.csv'), # 18
#            pd.read_csv('./simulation_results/2024-03-07_12-57-06.csv'), # 19
#            pd.read_csv('./simulation_results/2024-03-08_01-14-30.csv'), # 20
#            pd.read_csv('./simulation_results/2024-03-08_18-22-08.csv'), # 21
#            pd.read_csv('./simulation_results/2024-03-09_06-22-33.csv'), # 22
#            pd.read_csv('./simulation_results/2024-03-09_18-25-50.csv'), # 23
#            pd.read_csv('./simulation_results/2024-03-10_06-19-54.csv'), # 24
#            pd.read_csv('./simulation_results/2024-03-10_18-11-23.csv'), # 25
#            pd.read_csv('./simulation_results/2024-03-11_06-07-29.csv'), # 26
#            pd.read_csv('./simulation_results/2024-03-11_18-13-03.csv'), # 27
#            pd.read_csv('./simulation_results/2024-03-12_06-07-16.csv'), # 28
#            pd.read_csv('./simulation_results/2024-03-12_18-23-58.csv'), # 29
#            pd.read_csv('./simulation_results/2024-03-13_06-16-02.csv'), # 30
#            ]).assign(model='DCRNN').iloc[:,1:].assign(dataset='windmillsmall').to_csv('DCRNN_block_windmillsmall.csv')

DyGrEncoder

# pd.concat([pd.read_csv('./simulation_results/windmillsmall_block_186_DyGrEncoder.csv').iloc[:,1:-1], # 1 ~ 13
#            pd.read_csv('./simulation_results/2024-03-07_23-58-29.csv'), # 14
#            pd.read_csv('./simulation_results/2024-03-08_19-46-08.csv'), # 15
#            pd.read_csv('./simulation_results/2024-03-09_09-47-20.csv'), # 16
#            pd.read_csv('./simulation_results/2024-03-10_00-06-03.csv'), # 17
#            pd.read_csv('./simulation_results/2024-03-10_13-54-25.csv'), # 18
#            pd.read_csv('./simulation_results/2024-03-11_03-56-49.csv'), # 19
#            pd.read_csv('./simulation_results/2024-03-11_17-20-01.csv'), # 20
#            pd.read_csv('./simulation_results/2024-03-12_07-21-14.csv'), # 21
#            pd.read_csv('./simulation_results/2024-03-12_21-02-09.csv'), # 22
#            pd.read_csv('./simulation_results/2024-03-13_09-54-25.csv'), # 23
#            pd.read_csv('./simulation_results/2024-03-13_20-33-27.csv'), # 24
#            pd.read_csv('./simulation_results/2024-03-14_06-54-42.csv'), # 25
#            pd.read_csv('./simulation_results/2024-03-14_13-27-47.csv'), # 26
#            pd.read_csv('./simulation_results/2024-03-14_19-20-53.csv'), # 27
#            pd.read_csv('./simulation_results/2024-03-15_00-13-07.csv'), # 28
#            pd.read_csv('./simulation_results/2024-03-15_04-12-46.csv'), # 29
#            pd.read_csv('./simulation_results/2024-03-15_08-13-11.csv'), # 30
#           ]).assign(model='DyGrEncoder').iloc[:,1:].assign(dataset='windmillsmall').to_csv('DyGrEncoder_block_windmillsmall.csv')

EvolveGCNO

# pd.concat([pd.read_csv('./simulation_results/windmillsmall_block_186_EvolveGCNO.csv').iloc[:,1:-1], # 1 ~ 10
#            pd.read_csv('./simulation_results/2024-03-09_16-20-03.csv'), # 11
#            pd.read_csv('./simulation_results/2024-03-09_22-18-27.csv'), # 12
#            pd.read_csv('./simulation_results/2024-03-10_04-05-47.csv'), # 13
#            pd.read_csv('./simulation_results/2024-03-10_09-52-52.csv'), # 14
#            pd.read_csv('./simulation_results/2024-03-10_15-48-25.csv'), # 15
#            pd.read_csv('./simulation_results/2024-03-10_21-31-36.csv'), # 16
#            pd.read_csv('./simulation_results/2024-03-11_03-39-58.csv'), # 17
#            pd.read_csv('./simulation_results/2024-03-11_09-44-28.csv'), # 18
#            pd.read_csv('./simulation_results/2024-03-11_15-35-47.csv'), # 19
#            pd.read_csv('./simulation_results/2024-03-11_21-41-00.csv'), # 20
#            pd.read_csv('./simulation_results/2024-03-12_03-33-46.csv'), # 21
#            pd.read_csv('./simulation_results/2024-03-12_09-38-00.csv'), # 22
#            pd.read_csv('./simulation_results/2024-03-12_15-44-12.csv'), # 23
#            pd.read_csv('./simulation_results/2024-03-12_21-56-48.csv'), # 24
#            pd.read_csv('./simulation_results/2024-03-13_03-53-51.csv'), # 25
#            pd.read_csv('./simulation_results/2024-03-13_09-56-41.csv'), # 26
#            pd.read_csv('./simulation_results/2024-03-13_17-29-51.csv'), # 27
#            pd.read_csv('./simulation_results/2024-03-13_23-49-15.csv'), # 28
#            pd.read_csv('./simulation_results/2024-03-14_05-47-19.csv'), # 29
#            pd.read_csv('./simulation_results/2024-03-14_12-53-09.csv'), # 30
#           ]).assign(model='EvolveGCNO').iloc[:,1:].assign(dataset='windmillsmall').to_csv('EvolveGCNO_block_windmillsmall.csv')

EvolveGCNH

# pd.concat([pd.read_csv('./simulation_results/2024-03-17_14-13-44.csv'), # 1
#            pd.read_csv('./simulation_results/2024-03-17_14-31-15.csv'), # 2
#            pd.read_csv('./simulation_results/2024-03-17_16-06-39.csv'), # 3
#            pd.read_csv('./simulation_results/2024-03-17_16-06-51.csv'), # 4
#            pd.read_csv('./simulation_results/2024-03-17_16-06-58.csv'), # 5
#            pd.read_csv('./simulation_results/2024-03-17_12-54-45.csv'), # 6
#            pd.read_csv('./simulation_results/2024-03-17_13-05-25.csv'), # 7
#            pd.read_csv('./simulation_results/2024-03-17_13-06-51.csv'), # 8
#            pd.read_csv('./simulation_results/2024-03-17_13-52-59.csv'), # 9
#            pd.read_csv('./simulation_results/2024-03-17_13-57-46.csv'), # 10
#            pd.read_csv('./simulation_results/2024-03-18_01-58-50.csv'), # 11
#            pd.read_csv('./simulation_results/2024-03-18_02-12-30.csv'), # 12
#            pd.read_csv('./simulation_results/2024-03-18_05-06-04.csv'), # 13
#            pd.read_csv('./simulation_results/2024-03-18_05-06-08.csv'), # 14
#            pd.read_csv('./simulation_results/2024-03-18_05-48-26.csv'), # 15
#            pd.read_csv('./simulation_results/2024-03-18_05-48-58.csv'), # 16
#            pd.read_csv('./simulation_results/2024-03-18_05-50-22.csv'), # 17
#            pd.read_csv('./simulation_results/2024-03-18_05-51-37.csv'), # 18
#            pd.read_csv('./simulation_results/2024-03-18_06-42-35.csv'), # 19
#            pd.read_csv('./simulation_results/2024-03-18_13-32-59.csv'), # 20
#            pd.read_csv('./simulation_results/2024-03-18_14-12-41.csv'), # 21
#            pd.read_csv('./simulation_results/2024-03-18_17-55-26.csv'), # 22
#            pd.read_csv('./simulation_results/2024-03-18_18-08-51.csv'), # 23
#            pd.read_csv('./simulation_results/2024-03-19_01-19-07.csv'), # 24
#            pd.read_csv('./simulation_results/2024-03-19_02-02-35.csv'), # 25
#            pd.read_csv('./simulation_results/2024-03-19_06-51-50.csv'), # 26
#            pd.read_csv('./simulation_results/2024-03-19_07-03-53.csv'), # 27
#            pd.read_csv('./simulation_results/2024-03-19_07-15-32.csv'), # 28
#            pd.read_csv('./simulation_results/2024-03-18_23-01-44.csv'), # 29
#            pd.read_csv('./simulation_results/2024-03-18_23-12-21.csv'), # 30
#           ]).assign(model='EvolveGCNH').iloc[:,1:].assign(dataset='windmillsmall').to_csv('EvolveGCNH_block_windmillsmall.csv')

GConvLSTM

# pd.concat([pd.read_csv('./simulation_results/windmillsmall_block_186_GConvLSTM.csv').iloc[:,1:-1], # 1 ~ 12
#            pd.read_csv('./simulation_results/2024-03-09_19-05-13.csv'), # 13
#            pd.read_csv('./simulation_results/2024-03-10_03-19-57.csv'), # 14
#            pd.read_csv('./simulation_results/2024-03-10_11-23-58.csv'), # 15
#            pd.read_csv('./simulation_results/2024-03-10_19-48-00.csv'), # 16
#            pd.read_csv('./simulation_results/2024-03-11_04-21-33.csv'), # 17
#            pd.read_csv('./simulation_results/2024-03-11_12-50-30.csv'), # 18
#            pd.read_csv('./simulation_results/2024-03-11_21-16-02.csv'), # 19
#            pd.read_csv('./simulation_results/2024-03-12_05-51-52.csv'), # 20
#            pd.read_csv('./simulation_results/2024-03-12_14-24-24.csv'), # 21
#            pd.read_csv('./simulation_results/2024-03-12_22-46-04.csv'), # 22
#            pd.read_csv('./simulation_results/2024-03-13_07-06-17.csv'), # 23
#            pd.read_csv('./simulation_results/2024-03-13_16-58-36.csv'), # 24
#            pd.read_csv('./simulation_results/2024-03-14_01-56-44.csv'), # 25
#            pd.read_csv('./simulation_results/2024-03-14_11-26-31.csv'), # 26
#            pd.read_csv('./simulation_results/2024-03-14_18-01-05.csv'), # 27
#            pd.read_csv('./simulation_results/2024-03-14_23-43-02.csv'), # 28
#            pd.read_csv('./simulation_results/2024-03-15_05-14-29.csv'), # 29
#            pd.read_csv('./simulation_results/2024-03-15_10-39-31.csv'), # 30
#           ]).assign(model='GConvLSTM').iloc[:,1:].assign(dataset='windmillsmall').to_csv('GConvLSTM_block_windmillsmall.csv')

TGCN

# pd.concat([pd.read_csv('./simulation_results/windmillsmall_block_186_TGCN.csv').iloc[:,1:-1], # 1 ~ 11
#            pd.read_csv('./simulation_results/2024-03-09_17-07-28.csv'), # 12
#            pd.read_csv('./simulation_results/2024-03-09_23-39-03.csv'), # 13
#            pd.read_csv('./simulation_results/2024-03-10_06-04-49.csv'), # 14
#            pd.read_csv('./simulation_results/2024-03-10_12-31-46.csv'), # 15
#            pd.read_csv('./simulation_results/2024-03-10_19-17-35.csv'), # 16
#            pd.read_csv('./simulation_results/2024-03-11_01-54-27.csv'), # 17
#            pd.read_csv('./simulation_results/2024-03-11_08-36-34.csv'), # 18
#            pd.read_csv('./simulation_results/2024-03-11_15-14-56.csv'), # 19
#            pd.read_csv('./simulation_results/2024-03-11_22-06-57.csv'), # 20
#            pd.read_csv('./simulation_results/2024-03-12_04-58-46.csv'), # 21
#            pd.read_csv('./simulation_results/2024-03-12_11-39-48.csv'), # 22
#            pd.read_csv('./simulation_results/2024-03-12_18-16-49.csv'), # 23
#            pd.read_csv('./simulation_results/2024-03-13_07-47-23.csv'), # 24
#            pd.read_csv('./simulation_results/2024-03-13_15-47-57.csv'), # 25
#            pd.read_csv('./simulation_results/2024-03-13_23-12-57.csv'), # 26
#            pd.read_csv('./simulation_results/2024-03-14_06-31-10.csv'), # 27
#            pd.read_csv('./simulation_results/2024-03-14_13-36-34.csv'), # 28
#            pd.read_csv('./simulation_results/2024-03-14_18-40-20.csv'), # 29
#            pd.read_csv('./simulation_results/2024-03-16_02-27-03.csv'), # 30
#           ]).assign(model='TGCN').iloc[:,1:].assign(dataset='windmillsmall').to_csv('TGCN_block_windmillsmall.csv')

random

GConvLSTM

# pd.concat([pd.read_csv('./simulation_results/2024-01-24_01-17-39.csv'), # 1
#            pd.read_csv('./simulation_results/2024-01-24_08-15-26.csv'), # 2
#            pd.read_csv('./simulation_results/2024-01-24_14-17-11.csv'), # 3
#            pd.read_csv('./simulation_results/2024-01-25_01-05-51.csv'), # 4
#            pd.read_csv('./simulation_results/2024-01-25_12-18-29.csv'), # 5
#            pd.read_csv('./simulation_results/2024-01-25_23-41-45.csv'), # 6
#            pd.read_csv('./simulation_results/2024-01-26_12-37-25.csv'), # 7
#            pd.read_csv('./simulation_results/2024-01-26_21-14-21.csv'), # 8
#            pd.read_csv('./simulation_results/2024-01-27_08-50-46.csv'), # 9
#            pd.read_csv('./simulation_results/2024-01-27_19-02-29.csv'), # 10
#            pd.read_csv('./simulation_results/2024-01-28_08-29-10.csv'), # 11
#            pd.read_csv('./simulation_results/2024-01-28_17-22-21.csv'), # 12
#            pd.read_csv('./simulation_results/2024-01-29_05-59-51.csv'), # 13
#            pd.read_csv('./simulation_results/2024-01-29_15-49-49.csv'), # 14
#            pd.read_csv('./simulation_results/2024-01-30_04-23-51.csv'), # 15
#            pd.read_csv('./simulation_results/2024-01-30_23-11-56.csv'), # 16
#            pd.read_csv('./simulation_results/2024-01-31_14-01-41.csv'), # 17
#            pd.read_csv('./simulation_results/2024-02-01_04-15-58.csv'), # 18
#            pd.read_csv('./simulation_results/2024-02-01_19-29-23.csv'), # 19
#            pd.read_csv('./simulation_results/2024-02-02_09-52-22.csv'), # 20
#            pd.read_csv('./simulation_results/2024-02-03_00-11-56.csv'), # 21
#            pd.read_csv('./simulation_results/2024-02-03_14-38-41.csv'), # 22
#            pd.read_csv('./simulation_results/2024-02-04_05-42-18.csv'), # 23
#            pd.read_csv('./simulation_results/2024-02-04_20-15-56.csv'), # 24
#            pd.read_csv('./simulation_results/2024-02-05_10-59-26.csv'), # 25
#            pd.read_csv('./simulation_results/2024-02-06_02-03-46.csv'), # 26
#            pd.read_csv('./simulation_results/2024-02-06_16-24-31.csv'), # 27
#            pd.read_csv('./simulation_results/2024-02-07_04-29-11.csv'), # 28
#            pd.read_csv('./simulation_results/2024-02-07_15-48-58.csv'), # 29
#            pd.read_csv('./simulation_results/2024-02-08_02-55-19.csv'), # 30
#           ]).assign(model='GConvLSTM').iloc[:,1:].assign(dataset='windmillsmall').to_csv('./GConvLSTM_50_windmillsmall.csv')
# pd.concat([pd.read_csv('./simulation_results/2024-02-08_14-55-12.csv'), # 1
#            pd.read_csv('./simulation_results/2024-02-09_03-05-24.csv'), # 2
#            pd.read_csv('./simulation_results/2024-02-09_14-21-53.csv'), # 3
#            pd.read_csv('./simulation_results/2024-02-10_01-25-30.csv'), # 4
#            pd.read_csv('./simulation_results/2024-02-10_12-24-53.csv'), # 5
#            pd.read_csv('./simulation_results/2024-02-10_23-38-23.csv'), # 6
#            pd.read_csv('./simulation_results/2024-02-11_10-34-58.csv'), # 7
#            pd.read_csv('./simulation_results/2024-02-11_21-30-49.csv'), # 8
#            pd.read_csv('./simulation_results/2024-02-12_08-15-15.csv'), # 9
#            pd.read_csv('./simulation_results/2024-02-12_19-05-28.csv'), # 10
#            pd.read_csv('./simulation_results/2024-02-13_06-14-23.csv'), # 11
#            pd.read_csv('./simulation_results/2024-02-13_17-17-50.csv'), # 12
#            pd.read_csv('./simulation_results/2024-02-14_04-08-14.csv'), # 13
#            pd.read_csv('./simulation_results/2024-02-14_15-21-16.csv'), # 14
#            pd.read_csv('./simulation_results/2024-02-15_02-13-19.csv'), # 15
#            pd.read_csv('./simulation_results/2024-02-15_13-23-31.csv'), # 16
#            pd.read_csv('./simulation_results/2024-02-16_00-12-37.csv'), # 17
#            pd.read_csv('./simulation_results/2024-02-16_11-11-35.csv'), # 18
#            pd.read_csv('./simulation_results/2024-02-18_06-06-11.csv'), # 19
#            pd.read_csv('./simulation_results/2024-02-18_17-02-58.csv'), # 20
#            pd.read_csv('./simulation_results/2024-02-19_04-03-13.csv'), # 21
#            pd.read_csv('./simulation_results/2024-02-16_22-05-00.csv'), # 22
#            pd.read_csv('./simulation_results/2024-02-19_14-47-18.csv'), # 23
#            pd.read_csv('./simulation_results/2024-02-20_01-34-46.csv'), # 24
#            pd.read_csv('./simulation_results/2024-02-20_12-36-59.csv'), # 25
#            pd.read_csv('./simulation_results/2024-02-20_23-53-12.csv'), # 26
#            pd.read_csv('./simulation_results/2024-02-21_12-26-29.csv'), # 27
#            pd.read_csv('./simulation_results/2024-02-22_05-21-26.csv'), # 28
#            pd.read_csv('./simulation_results/2024-02-22_23-13-28.csv'), # 29
#            pd.read_csv('./simulation_results/2024-02-23_20-56-31.csv'), # 30
#            ]).assign(model='GConvLSTM').iloc[:,1:].assign(dataset='windmillsmall').to_csv('./GConvLSTM_80_windmillsmall.csv')

GCLSTM

# pd.concat([pd.read_csv('./simulation_results/2024-01-30_19-56-08.csv'), # 1
#            pd.read_csv('./simulation_results/2024-01-31_06-41-15.csv'), # 2
#            pd.read_csv('./simulation_results/2024-01-31_17-33-23.csv'), # 3
#            pd.read_csv('./simulation_results/2024-02-01_15-53-59.csv'), # 4
#            pd.read_csv('./simulation_results/2024-02-02_02-39-21.csv'), # 5
#            pd.read_csv('./simulation_results/2024-02-02_13-50-54.csv'), # 6
#            pd.read_csv('./simulation_results/2024-02-03_01-08-09.csv'), # 7
#            pd.read_csv('./simulation_results/2024-02-03_11-55-58.csv'), # 8
#            pd.read_csv('./simulation_results/2024-02-03_22-53-58.csv'), # 9
#            pd.read_csv('./simulation_results/2024-02-04_09-45-33.csv'), # 10
#            pd.read_csv('./simulation_results/2024-02-05_07-29-54.csv'), # 11
#            pd.read_csv('./simulation_results/2024-02-05_18-27-43.csv'), # 12
#            pd.read_csv('./simulation_results/2024-02-06_05-10-19.csv'), # 13
#            pd.read_csv('./simulation_results/2024-02-06_16-09-48.csv'), # 14
#            pd.read_csv('./simulation_results/2024-02-07_01-44-15.csv'), # 15
#            pd.read_csv('./simulation_results/2024-02-07_10-31-09.csv'), # 16
#            pd.read_csv('./simulation_results/2024-02-07_19-20-00.csv'), # 17
#            pd.read_csv('./simulation_results/2024-02-08_04-03-03.csv'), # 18
#            pd.read_csv('./simulation_results/2024-02-08_13-44-17.csv'), # 19
#            pd.read_csv('./simulation_results/2024-02-08_23-34-57.csv'), # 20
#            pd.read_csv('./simulation_results/2024-02-09_08-13-53.csv'), # 21
#            pd.read_csv('./simulation_results/2024-02-09_16-50-46.csv'), # 22
#            pd.read_csv('./simulation_results/2024-02-10_01-33-38.csv'), # 23
#            pd.read_csv('./simulation_results/2024-02-10_10-15-07.csv'), # 24
#            pd.read_csv('./simulation_results/2024-02-10_18-56-22.csv'), # 25
#            pd.read_csv('./simulation_results/2024-02-11_03-47-47.csv'), # 26
#            pd.read_csv('./simulation_results/2024-02-11_12-34-32.csv'), # 27
#            pd.read_csv('./simulation_results/2024-02-11_21-29-30.csv'), # 28
#            pd.read_csv('./simulation_results/2024-02-13_01-34-32.csv'), # 29
#            pd.read_csv('./simulation_results/2024-02-13_10-20-47.csv'), # 30
#           ]).assign(model='GCLSTM').iloc[:,1:].assign(dataset='windmillsmall').to_csv('./GCLSTM_50_windmillsmall.csv')
# pd.concat([pd.read_csv('./simulation_results/2024-02-12_06-02-29.csv'), # 1
#            pd.read_csv('./simulation_results/2024-02-12_14-49-15.csv'), # 2
#            pd.read_csv('./simulation_results/2024-02-13_19-01-09.csv'), # 3
#            pd.read_csv('./simulation_results/2024-02-14_03-53-08.csv'), # 4
#            pd.read_csv('./simulation_results/2024-02-14_12-33-03.csv'), # 5
#            pd.read_csv('./simulation_results/2024-02-14_21-12-00.csv'), # 6
#            pd.read_csv('./simulation_results/2024-02-15_05-57-01.csv'), # 7
#            pd.read_csv('./simulation_results/2024-02-15_14-47-07.csv'), # 8
#            pd.read_csv('./simulation_results/2024-02-15_23-34-42.csv'), # 9
#            pd.read_csv('./simulation_results/2024-02-16_08-17-16.csv'), # 10
#            pd.read_csv('./simulation_results/2024-02-16_17-04-04.csv'), # 11
#            pd.read_csv('./simulation_results/2024-02-17_02-00-38.csv'), # 12
#            pd.read_csv('./simulation_results/2024-02-18_04-02-09.csv'), # 13
#            pd.read_csv('./simulation_results/2024-02-18_12-26-08.csv'), # 14
#            pd.read_csv('./simulation_results/2024-02-18_20-43-29.csv'), # 15
#            pd.read_csv('./simulation_results/2024-02-19_05-12-45.csv'), # 16
#            pd.read_csv('./simulation_results/2024-02-19_13-37-38.csv'), # 17
#            pd.read_csv('./simulation_results/2024-02-19_21-54-58.csv'), # 18
#            pd.read_csv('./simulation_results/2024-02-20_06-41-33.csv'), # 19
#            pd.read_csv('./simulation_results/2024-02-20_15-33-13.csv'), # 20
#            pd.read_csv('./simulation_results/2024-02-21_00-19-54.csv'), # 21
#            pd.read_csv('./simulation_results/2024-02-21_09-27-21.csv'), # 22
#            pd.read_csv('./simulation_results/2024-02-21_21-58-24.csv'), # 23
#            pd.read_csv('./simulation_results/2024-02-22_08-49-41.csv'), # 24
#            pd.read_csv('./simulation_results/2024-02-22_22-10-54.csv'), # 25
#            pd.read_csv('./simulation_results/2024-02-23_12-32-05.csv'), # 26
#            pd.read_csv('./simulation_results/2024-02-24_03-59-48.csv'), # 27
#            pd.read_csv('./simulation_results/2024-02-24_22-40-38.csv'), # 28
#            pd.read_csv('./simulation_results/2024-02-25_17-56-58.csv'), # 29
#            pd.read_csv('./simulation_results/2024-02-26_12-54-23.csv'), # 30
#           ]).assign(model='GCLSTM').iloc[:,1:].assign(dataset='windmillsmall').to_csv('./GCLSTM_80_windmillsmall.csv')

DyGrEncoder

# pd.concat([pd.read_csv('./simulation_results/2024-01-24_23-09-51.csv'), # 1
#            pd.read_csv('./simulation_results/2024-01-25_07-49-42.csv'), # 2
#            pd.read_csv('./simulation_results/2024-01-26_01-37-53.csv'), # 3
#            pd.read_csv('./simulation_results/2024-01-26_12-20-37.csv'), # 4
#            pd.read_csv('./simulation_results/2024-01-26_20-56-38.csv'), # 5
#            pd.read_csv('./simulation_results/2024-01-27_05-43-47.csv'), # 6
#            pd.read_csv('./simulation_results/2024-01-27_16-32-59.csv'), # 7
#            pd.read_csv('./simulation_results/2024-01-28_03-29-56.csv'), # 8
#            pd.read_csv('./simulation_results/2024-01-28_13-38-03.csv'), # 9
#            pd.read_csv('./simulation_results/2024-01-28_22-37-03.csv'), # 10
#            pd.read_csv('./simulation_results/2024-01-29_08-53-56.csv'), # 11
#            pd.read_csv('./simulation_results/2024-01-29_19-20-44.csv'), # 12
#            pd.read_csv('./simulation_results/2024-01-30_05-35-24.csv'), # 13
#            pd.read_csv('./simulation_results/2024-01-30_16-11-37.csv'), # 14
#            pd.read_csv('./simulation_results/2024-01-31_03-32-21.csv'), # 15
#            pd.read_csv('./simulation_results/2024-01-31_15-01-32.csv'), # 16
#            pd.read_csv('./simulation_results/2024-02-01_02-38-14.csv'), # 17
#            pd.read_csv('./simulation_results/2024-02-01_14-16-41.csv'), # 18
#            pd.read_csv('./simulation_results/2024-02-02_01-53-34.csv'), # 19
#            pd.read_csv('./simulation_results/2024-02-02_13-11-36.csv'), # 20
#            pd.read_csv('./simulation_results/2024-02-03_00-45-57.csv'), # 21
#            pd.read_csv('./simulation_results/2024-02-03_12-03-51.csv'), # 22
#            pd.read_csv('./simulation_results/2024-02-03_23-21-15.csv'), # 23
#            pd.read_csv('./simulation_results/2024-02-04_10-38-15.csv'), # 24
#            pd.read_csv('./simulation_results/2024-02-04_22-27-16.csv'), # 25
#            pd.read_csv('./simulation_results/2024-02-05_09-51-32.csv'), # 26
#            pd.read_csv('./simulation_results/2024-02-05_21-09-34.csv'), # 27
#            pd.read_csv('./simulation_results/2024-02-06_08-30-16.csv'), # 28
#            pd.read_csv('./simulation_results/2024-02-06_19-58-25.csv'), # 29
#            pd.read_csv('./simulation_results/2024-02-08_19-29-39.csv'), # 30
#           ]).assign(model='DyGrEncoder').iloc[:,1:].assign(dataset='windmillsmall').to_csv('./DyGrEncoder_50_windmillsmall.csv')

LRGCN

# pd.concat([pd.read_csv('./simulation_results/2024-01-25_00-26-15.csv'), # 1
#            pd.read_csv('./simulation_results/2024-01-25_10-04-35.csv'), # 2
#            pd.read_csv('./simulation_results/2024-01-25_19-42-50.csv'), # 3
#            pd.read_csv('./simulation_results/2024-01-26_06-17-49.csv'), # 4
#            pd.read_csv('./simulation_results/2024-01-26_16-19-15.csv'), # 5
#            pd.read_csv('./simulation_results/2024-01-27_01-56-42.csv'), # 6
#            pd.read_csv('./simulation_results/2024-01-27_12-31-42.csv'), # 7
#            pd.read_csv('./simulation_results/2024-01-27_23-41-30.csv'), # 8
#            pd.read_csv('./simulation_results/2024-01-28_10-50-18.csv'), # 9
#            pd.read_csv('./simulation_results/2024-01-28_20-31-17.csv'), # 10
#            pd.read_csv('./simulation_results/2024-01-29_07-11-35.csv'), # 11
#            pd.read_csv('./simulation_results/2024-01-29_18-05-25.csv'), # 12
#            pd.read_csv('./simulation_results/2024-01-30_04-49-08.csv'), # 13
#            pd.read_csv('./simulation_results/2024-01-30_20-31-22.csv'), # 14
#            pd.read_csv('./simulation_results/2024-01-31_08-00-27.csv'), # 15
#            pd.read_csv('./simulation_results/2024-01-31_19-44-35.csv'), # 16
#            pd.read_csv('./simulation_results/2024-02-01_07-39-17.csv'), # 17
#            pd.read_csv('./simulation_results/2024-02-01_19-37-34.csv'), # 18
#            pd.read_csv('./simulation_results/2024-02-02_06-52-35.csv'), # 19
#            pd.read_csv('./simulation_results/2024-02-02_18-45-51.csv'), # 20
#            pd.read_csv('./simulation_results/2024-02-03_06-20-39.csv'), # 21
#            pd.read_csv('./simulation_results/2024-02-03_17-55-52.csv'), # 22
#            pd.read_csv('./simulation_results/2024-02-04_05-24-54.csv'), # 23
#            pd.read_csv('./simulation_results/2024-02-04_16-55-08.csv'), # 24
#            pd.read_csv('./simulation_results/2024-02-05_04-24-45.csv'), # 25
#            pd.read_csv('./simulation_results/2024-02-05_16-07-40.csv'), # 26
#            pd.read_csv('./simulation_results/2024-02-06_03-30-29.csv'), # 27
#            pd.read_csv('./simulation_results/2024-02-06_15-15-44.csv'), # 28
#            pd.read_csv('./simulation_results/2024-02-07_01-39-04.csv'), # 29
#            pd.read_csv('./simulation_results/2024-02-08_19-19-05.csv'), # 30
#           ]).assign(model='LRGCN').iloc[:,1:].assign(dataset='windmillsmall').to_csv('./LRGCN_50_windmillsmall.csv')
# pd.concat([pd.read_csv('./simulation_results/2024-02-07_11-03-03.csv'), # 1
#            pd.read_csv('./simulation_results/2024-02-07_20-27-31.csv'), # 2
#            pd.read_csv('./simulation_results/2024-02-08_05-56-58.csv'), # 3
#            pd.read_csv('./simulation_results/2024-02-09_04-47-47.csv'), # 4
#            pd.read_csv('./simulation_results/2024-02-09_14-20-24.csv'), # 5
#            pd.read_csv('./simulation_results/2024-02-09_23-33-55.csv'), # 6
#            pd.read_csv('./simulation_results/2024-02-10_08-58-42.csv'), # 7
#            pd.read_csv('./simulation_results/2024-02-10_18-19-14.csv'), # 8
#            pd.read_csv('./simulation_results/2024-02-11_03-42-11.csv'), # 9
#            pd.read_csv('./simulation_results/2024-02-11_13-04-46.csv'), # 10
#            pd.read_csv('./simulation_results/2024-02-11_22-29-17.csv'), # 11
#            pd.read_csv('./simulation_results/2024-02-12_07-55-55.csv'), # 12
#            pd.read_csv('./simulation_results/2024-02-12_17-16-34.csv'), # 13
#            pd.read_csv('./simulation_results/2024-02-13_02-34-46.csv'), # 14
#            pd.read_csv('./simulation_results/2024-02-13_11-56-39.csv'), # 15
#            pd.read_csv('./simulation_results/2024-02-13_21-22-01.csv'), # 16
#            pd.read_csv('./simulation_results/2024-02-14_06-39-55.csv'), # 17
#            pd.read_csv('./simulation_results/2024-02-14_16-06-08.csv'), # 18
#            pd.read_csv('./simulation_results/2024-02-15_01-27-59.csv'), # 19
#            pd.read_csv('./simulation_results/2024-02-15_10-50-32.csv'), # 20
#            pd.read_csv('./simulation_results/2024-02-15_20-12-40.csv'), # 21
#            pd.read_csv('./simulation_results/2024-02-16_05-28-41.csv'), # 22
#            pd.read_csv('./simulation_results/2024-02-16_14-51-25.csv'), # 23
#            pd.read_csv('./simulation_results/2024-02-17_00-18-20.csv'), # 24
#            pd.read_csv('./simulation_results/2024-02-18_05-02-37.csv'), # 25
#            pd.read_csv('./simulation_results/2024-02-18_14-41-32.csv'), # 26
#            pd.read_csv('./simulation_results/2024-02-19_00-17-37.csv'), # 27
#            pd.read_csv('./simulation_results/2024-02-19_09-58-13.csv'), # 28
#            pd.read_csv('./simulation_results/2024-02-19_19-41-43.csv'), # 29
#            pd.read_csv('./simulation_results/2024-02-21_21-50-08.csv'), # 30
#           ]).assign(model='LRGCN').iloc[:,1:].assign(dataset='windmillsmall').to_csv('./LRGCN_80_windmillsmall.csv')

EvolveGCNH 50%

# pd.concat([pd.read_csv('./simulation_results/EvolveGCNH50_186.csv').iloc[:,1:], # 186 7번
#            pd.read_csv('./simulation_results/2024-02-20_04-53-21.csv'), # 8
#            pd.read_csv('./simulation_results/2024-02-20_13-32-30.csv'), # 9
#            pd.read_csv('./simulation_results/2024-02-20_21-59-56.csv'), # 10
#            pd.read_csv('./simulation_results/2024-02-21_06-26-32.csv'), # 11
#            pd.read_csv('./simulation_results/2024-02-21_18-00-55.csv'), # 12
#            pd.read_csv('./simulation_results/2024-02-22_05-09-44.csv'), # 13
#            pd.read_csv('./simulation_results/2024-02-22_16-52-55.csv'), # 14
#            pd.read_csv('./simulation_results/2024-02-23_00-02-38.csv'), # 15
#            pd.read_csv('./simulation_results/2024-02-23_07-04-20.csv'), # 16
#            pd.read_csv('./simulation_results/2024-02-23_14-51-19.csv'), # 17
#            pd.read_csv('./simulation_results/2024-02-23_21-29-45.csv'), # 18
#            pd.read_csv('./simulation_results/2024-02-24_06-36-54.csv'), # 19
#            pd.read_csv('./simulation_results/2024-02-24_14-11-22.csv'), # 20
#            pd.read_csv('./simulation_results/2024-02-24_15-29-41.csv'), # 21
#            pd.read_csv('./simulation_results/2024-02-25_01-43-07.csv'), # 22
#            pd.read_csv('./simulation_results/2024-02-25_09-19-21.csv'), # 23
#            pd.read_csv('./simulation_results/2024-02-25_10-46-27.csv'), # 24
#            pd.read_csv('./simulation_results/2024-02-25_21-24-31.csv'), # 25
#            pd.read_csv('./simulation_results/2024-02-26_04-22-25.csv'), # 26
#            pd.read_csv('./simulation_results/2024-02-26_05-55-13.csv'), # 27
#            pd.read_csv('./simulation_results/2024-02-26_16-10-19.csv'), # 28
#            pd.read_csv('./simulation_results/2024-02-26_20-59-29.csv'), # 29
#            pd.read_csv('./simulation_results/2024-02-27_07-09-24.csv'), # 30
#           ]).assign(model='EvolveGCNH').iloc[:,1:].assign(dataset='windmillsmall').to_csv('./EvolveGCNH_50_windmillsmall.csv')

0.8

# pd.concat([pd.read_csv('./simulation_results/2024-02-21_20-00-40.csv'), # 1
#            pd.read_csv('./simulation_results/2024-02-22_06-49-22.csv'), # 2
#            pd.read_csv('./simulation_results/2024-02-22_19-10-32.csv'), # 3
#            pd.read_csv('./simulation_results/2024-02-23_09-22-34.csv'), # 4
#            pd.read_csv('./simulation_results/2024-02-23_23-22-41.csv'), # 5
#            pd.read_csv('./simulation_results/2024-02-24_16-25-19.csv'), # 6
#            pd.read_csv('./simulation_results/2024-02-25_12-06-11.csv'), # 7
#            pd.read_csv('./simulation_results/2024-02-26_07-30-00.csv'), # 8
#            pd.read_csv('./simulation_results/2024-02-26_23-08-42.csv'), # 9
#            pd.read_csv('./simulation_results/2024-02-29_07-31-17.csv'), # 10
#            pd.read_csv('./simulation_results/2024-02-29_07-32-46.csv'), # 11
#            pd.read_csv('./simulation_results/2024-02-29_07-45-00.csv'), # 12
#            pd.read_csv('./simulation_results/2024-02-29_21-34-56.csv'), # 13
#            pd.read_csv('./simulation_results/2024-02-29_21-38-54.csv'), # 14
#            pd.read_csv('./simulation_results/2024-02-29_21-50-11.csv'), # 15
#            pd.read_csv('./simulation_results/2024-03-01_11-36-34.csv'), # 16
#            pd.read_csv('./simulation_results/2024-03-01_11-52-14.csv'), # 17
#            pd.read_csv('./simulation_results/2024-03-01_12-21-29.csv'), # 18
#            pd.read_csv('./simulation_results/2024-03-02_01-21-50.csv'), # 19
#            pd.read_csv('./simulation_results/2024-03-02_01-52-37.csv'), # 20
#            pd.read_csv('./simulation_results/2024-03-02_02-21-24.csv'), # 21
#            pd.read_csv('./simulation_results/2024-03-02_15-11-17.csv'), # 22
#            pd.read_csv('./simulation_results/2024-03-02_16-14-14.csv'), # 23
#            pd.read_csv('./simulation_results/2024-03-02_16-30-17.csv'), # 24
#            pd.read_csv('./simulation_results/2024-03-03_05-12-00.csv'), # 25
#            pd.read_csv('./simulation_results/2024-03-03_06-11-43.csv'), # 26
#            pd.read_csv('./simulation_results/2024-03-03_07-01-03.csv'), # 27
#            pd.read_csv('./simulation_results/2024-03-03_19-12-43.csv'), # 28
#            pd.read_csv('./simulation_results/2024-03-03_21-08-43.csv'), # 29
#            pd.read_csv('./simulation_results/2024-03-04_09-44-53.csv'), # 30
#           ]).assign(model='EvolveGCNH').iloc[:,1:].assign(dataset='windmillsmall').to_csv('./EvolveGCNH_8_windmillsmall.csv')

monte(linear)

block

# pd.concat([pd.read_csv('./simulation_results/2024-01-30_06-39-52.csv').assign(model='LRGCN'),
#            pd.read_csv('./simulation_results/monte_random.csv'),
#            pd.read_csv('./simulation_results/2024-01-26_05-21-17.csv').assign(model='GComvGRU'), # epoch 15(1)
#            pd.read_csv('./simulation_results/2024-01-26_09-48-48.csv').assign(model='GComvGRU'), # epoch 15(2)
#            pd.read_csv('./simulation_results/2024-01-27_17-54-13.csv').assign(model='GConvLSTM'), # epoch 30
#            pd.read_csv('./simulation_results/2024-01-27_23-03-18.csv').assign(model='GCLSTM'), # epoch 30
#            pd.read_csv('./simulation_results/2024-01-28_03-57-09.csv').assign(model='DyGrEncoder'), # epoch 30
#            pd.read_csv('./simulation_results/2024-01-28_10-28-48.csv').assign(model='DCRNN'), # epoch 30
#            pd.read_csv('./simulation_results/2024-01-29_00-25-33.csv').assign(model='LRGCN'), # epoch 30
#            pd.read_csv('./simulation_results/2024-01-29_03-54-40.csv').assign(model='EvolveGCNH'), # epoch 30
#            pd.read_csv('./simulation_results/2024-01-29_06-34-15.csv').assign(model='EvolveGCNO'), # epoch 30
#            pd.read_csv('./simulation_results/2024-01-29_12-04-23.csv').assign(model='TGCN'), # epoch 30
#           ]).iloc[:,1:].to_csv('./monte_linear.csv',index=False)

pedalme

# pd.concat([pd.read_csv('./simulation_results/2024-02-01_12-21-45.csv').assign(model='GComvGRU'),
#            pd.read_csv('./simulation_results/2024-02-01_13-06-50.csv').assign(model='DyGrEncoder'),
#            pd.read_csv('./simulation_results/2024-02-01_13-25-34.csv').assign(model='EvolveGCNH'),
#            pd.read_csv('./simulation_results/2024-02-01_13-38-43.csv').assign(model='EvolveGCNO'),
#            pd.read_csv('./simulation_results/2024-02-01_14-02-20.csv').assign(model='TGCN'),
#            pd.read_csv('./simulation_results/2024-02-01_14-50-24.csv').assign(model='GConvLSTM'),
#            pd.read_csv('./simulation_results/2024-02-01_15-12-44.csv').assign(model='GCLSTM'),
#            pd.read_csv('./simulation_results/2024-02-01_16-07-18.csv').assign(model='LRGCN'),
#            pd.read_csv('./simulation_results/2024-02-01_16-27-28.csv').assign(model='DCRNN'),
#            pd.read_csv('./simulation_results/2024-02-01_16-37-48.csv').assign(model='GComvGRU'),
#            pd.read_csv('./simulation_results/2024-02-01_16-48-51.csv').assign(model='DyGrEncoder'),
#            pd.read_csv('./simulation_results/2024-02-01_16-53-04.csv').assign(model='EvolveGCNH'),
#            pd.read_csv('./simulation_results/2024-02-01_16-56-04.csv').assign(model='EvolveGCNO'),
#            pd.read_csv('./simulation_results/2024-02-01_17-01-04.csv').assign(model='TGCN'),
#            pd.read_csv('./simulation_results/2024-02-01_17-11-54.csv').assign(model='GConvLSTM'),
#            pd.read_csv('./simulation_results/2024-02-01_17-17-03.csv').assign(model='GCLSTM'),
#            pd.read_csv('./simulation_results/2024-02-01_17-23-48.csv').assign(model='LRGCN'),
#            pd.read_csv('./simulation_results/2024-02-01_17-27-22.csv').assign(model='DCRNN'),
#           ]).iloc[:,1:].to_csv('./pedalme_linear.csv',index=False)